Pandas Profiling Report

Dataset statistics

Number of variables	37
Number of observations	4424
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 MiB
Average record size in memory	296.0 B

Variable types

Numeric	28
Categorical	9

Alerts

`Application mode` is highly correlated with `Age at enrollment`	High correlation
`Previous qualification (grade)` is highly correlated with `Admission grade`	High correlation
`Nacionality` is highly correlated with `International`	High correlation
`Admission grade` is highly correlated with `Previous qualification (grade)`	High correlation
`Age at enrollment` is highly correlated with `Application mode`	High correlation
`International` is highly correlated with `Nacionality`	High correlation
`Curricular units 1st sem (credited)` is highly correlated with `Curricular units 2nd sem (credited)`	High correlation
`Curricular units 1st sem (enrolled)` is highly correlated with `Curricular units 1st sem (approved)` and 2 other fields	High correlation
`Curricular units 1st sem (evaluations)` is highly correlated with `Curricular units 2nd sem (evaluations)`	High correlation
`Curricular units 1st sem (approved)` is highly correlated with `Curricular units 1st sem (enrolled)` and 4 other fields	High correlation
`Curricular units 1st sem (grade)` is highly correlated with `Curricular units 1st sem (approved)` and 2 other fields	High correlation
`Curricular units 2nd sem (credited)` is highly correlated with `Curricular units 1st sem (credited)`	High correlation
`Curricular units 2nd sem (enrolled)` is highly correlated with `Curricular units 1st sem (enrolled)` and 2 other fields	High correlation
`Curricular units 2nd sem (evaluations)` is highly correlated with `Curricular units 1st sem (evaluations)`	High correlation
`Curricular units 2nd sem (approved)` is highly correlated with `Curricular units 1st sem (enrolled)` and 4 other fields	High correlation
`Curricular units 2nd sem (grade)` is highly correlated with `Curricular units 1st sem (approved)` and 2 other fields	High correlation
`Marital status` is highly correlated with `Age at enrollment`	High correlation
`Application mode` is highly correlated with `Age at enrollment`	High correlation
`Previous qualification (grade)` is highly correlated with `Admission grade`	High correlation
`Nacionality` is highly correlated with `International`	High correlation
`Mother's qualification` is highly correlated with `Father's qualification`	High correlation
`Father's qualification` is highly correlated with `Mother's qualification`	High correlation
`Mother's occupation` is highly correlated with `Father's occupation`	High correlation
`Father's occupation` is highly correlated with `Mother's occupation`	High correlation
`Admission grade` is highly correlated with `Previous qualification (grade)`	High correlation
`Age at enrollment` is highly correlated with `Marital status` and 1 other fields	High correlation
`International` is highly correlated with `Nacionality`	High correlation
`Curricular units 1st sem (credited)` is highly correlated with `Curricular units 1st sem (enrolled)` and 4 other fields	High correlation
`Curricular units 1st sem (enrolled)` is highly correlated with `Curricular units 1st sem (credited)` and 6 other fields	High correlation
`Curricular units 1st sem (evaluations)` is highly correlated with `Curricular units 1st sem (credited)` and 5 other fields	High correlation
`Curricular units 1st sem (approved)` is highly correlated with `Curricular units 1st sem (credited)` and 8 other fields	High correlation
`Curricular units 1st sem (grade)` is highly correlated with `Curricular units 1st sem (approved)` and 2 other fields	High correlation
`Curricular units 1st sem (without evaluations)` is highly correlated with `Curricular units 2nd sem (without evaluations)`	High correlation
`Curricular units 2nd sem (credited)` is highly correlated with `Curricular units 1st sem (credited)` and 5 other fields	High correlation
`Curricular units 2nd sem (enrolled)` is highly correlated with `Curricular units 1st sem (credited)` and 6 other fields	High correlation
`Curricular units 2nd sem (evaluations)` is highly correlated with `Curricular units 1st sem (enrolled)` and 3 other fields	High correlation
`Curricular units 2nd sem (approved)` is highly correlated with `Curricular units 1st sem (enrolled)` and 5 other fields	High correlation
`Curricular units 2nd sem (grade)` is highly correlated with `Curricular units 1st sem (approved)` and 2 other fields	High correlation
`Curricular units 2nd sem (without evaluations)` is highly correlated with `Curricular units 1st sem (without evaluations)`	High correlation
`Nacionality` is highly correlated with `International`	High correlation
`International` is highly correlated with `Nacionality`	High correlation
`Curricular units 1st sem (credited)` is highly correlated with `Curricular units 2nd sem (credited)`	High correlation
`Curricular units 1st sem (enrolled)` is highly correlated with `Curricular units 1st sem (approved)` and 2 other fields	High correlation
`Curricular units 1st sem (evaluations)` is highly correlated with `Curricular units 2nd sem (evaluations)`	High correlation
`Curricular units 1st sem (approved)` is highly correlated with `Curricular units 1st sem (enrolled)` and 4 other fields	High correlation
`Curricular units 1st sem (grade)` is highly correlated with `Curricular units 1st sem (approved)` and 1 other fields	High correlation
`Curricular units 2nd sem (credited)` is highly correlated with `Curricular units 1st sem (credited)`	High correlation
`Curricular units 2nd sem (enrolled)` is highly correlated with `Curricular units 1st sem (enrolled)` and 2 other fields	High correlation
`Curricular units 2nd sem (evaluations)` is highly correlated with `Curricular units 1st sem (evaluations)`	High correlation
`Curricular units 2nd sem (approved)` is highly correlated with `Curricular units 1st sem (enrolled)` and 3 other fields	High correlation
`Curricular units 2nd sem (grade)` is highly correlated with `Curricular units 1st sem (approved)` and 2 other fields	High correlation
`Marital status` is highly correlated with `Daytime/evening attendance` and 1 other fields	High correlation
`Application mode` is highly correlated with `Previous qualification` and 1 other fields	High correlation
`Application order` is highly correlated with `Displaced`	High correlation
`Course` is highly correlated with `Curricular units 1st sem (enrolled)` and 5 other fields	High correlation
`Daytime/evening attendance` is highly correlated with `Marital status` and 1 other fields	High correlation
`Previous qualification` is highly correlated with `Application mode`	High correlation
`Previous qualification (grade)` is highly correlated with `Admission grade`	High correlation
`Nacionality` is highly correlated with `International`	High correlation
`Mother's qualification` is highly correlated with `Father's qualification`	High correlation
`Father's qualification` is highly correlated with `Mother's qualification`	High correlation
`Mother's occupation` is highly correlated with `Father's occupation`	High correlation
`Father's occupation` is highly correlated with `Mother's occupation`	High correlation
`Admission grade` is highly correlated with `Previous qualification (grade)`	High correlation
`Displaced` is highly correlated with `Application order` and 1 other fields	High correlation
`Debtor` is highly correlated with `Tuition fees up to date`	High correlation
`Tuition fees up to date` is highly correlated with `Debtor`	High correlation
`Age at enrollment` is highly correlated with `Marital status` and 3 other fields	High correlation
`International` is highly correlated with `Nacionality`	High correlation
`Curricular units 1st sem (credited)` is highly correlated with `Curricular units 1st sem (enrolled)` and 6 other fields	High correlation
`Curricular units 1st sem (enrolled)` is highly correlated with `Course` and 7 other fields	High correlation
`Curricular units 1st sem (evaluations)` is highly correlated with `Course` and 11 other fields	High correlation
`Curricular units 1st sem (approved)` is highly correlated with `Curricular units 1st sem (credited)` and 9 other fields	High correlation
`Curricular units 1st sem (grade)` is highly correlated with `Course` and 6 other fields	High correlation
`Curricular units 1st sem (without evaluations)` is highly correlated with `Curricular units 1st sem (evaluations)` and 2 other fields	High correlation
`Curricular units 2nd sem (credited)` is highly correlated with `Curricular units 1st sem (credited)` and 6 other fields	High correlation
`Curricular units 2nd sem (enrolled)` is highly correlated with `Course` and 7 other fields	High correlation
`Curricular units 2nd sem (evaluations)` is highly correlated with `Course` and 11 other fields	High correlation
`Curricular units 2nd sem (approved)` is highly correlated with `Curricular units 1st sem (credited)` and 9 other fields	High correlation
`Curricular units 2nd sem (grade)` is highly correlated with `Course` and 6 other fields	High correlation
`Curricular units 2nd sem (without evaluations)` is highly correlated with `Curricular units 1st sem (without evaluations)` and 1 other fields	High correlation
`Unemployment rate` is highly correlated with `Inflation rate` and 1 other fields	High correlation
`Inflation rate` is highly correlated with `Unemployment rate` and 1 other fields	High correlation
`GDP` is highly correlated with `Unemployment rate` and 1 other fields	High correlation
`Target` is highly correlated with `Curricular units 1st sem (evaluations)` and 4 other fields	High correlation
`Mother's occupation` has 144 (3.3%) zeros	Zeros
`Father's occupation` has 128 (2.9%) zeros	Zeros
`Curricular units 1st sem (credited)` has 3847 (87.0%) zeros	Zeros
`Curricular units 1st sem (enrolled)` has 180 (4.1%) zeros	Zeros
`Curricular units 1st sem (evaluations)` has 349 (7.9%) zeros	Zeros
`Curricular units 1st sem (approved)` has 718 (16.2%) zeros	Zeros
`Curricular units 1st sem (grade)` has 718 (16.2%) zeros	Zeros
`Curricular units 1st sem (without evaluations)` has 4130 (93.4%) zeros	Zeros
`Curricular units 2nd sem (credited)` has 3894 (88.0%) zeros	Zeros
`Curricular units 2nd sem (enrolled)` has 180 (4.1%) zeros	Zeros
`Curricular units 2nd sem (evaluations)` has 401 (9.1%) zeros	Zeros
`Curricular units 2nd sem (approved)` has 870 (19.7%) zeros	Zeros
`Curricular units 2nd sem (grade)` has 870 (19.7%) zeros	Zeros
`Curricular units 2nd sem (without evaluations)` has 4142 (93.6%) zeros	Zeros

Reproduction

Analysis started	2022-08-23 13:30:46.517625
Analysis finished	2022-08-23 13:32:58.703473
Duration	2 minutes and 12.19 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

Marital status
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.178571429

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	2
Maximum	6
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6057469461
Coefficient of variation (CV)	0.5139671058
Kurtosis	21.4826393
Mean	1.178571429
Median Absolute Deviation (MAD)	0
Skewness	4.39976435
Sum	5214
Variance	0.3669293627
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	3919	88.6%
2	379	8.6%
4	91	2.1%
5	25	0.6%
6	6	0.1%
3	4	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3919	88.6%
2	379	8.6%
3	4	0.1%
4	91	2.1%
5	25	0.6%
6	6	0.1%

Value	Count	Frequency (%)
6	6	0.1%
5	25	0.6%
4	91	2.1%
3	4	0.1%
2	379	8.6%
1	3919	88.6%

Application mode
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	18
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.66907776

Minimum	1
Maximum	57
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	17
Q3	39
95-th percentile	44
Maximum	57
Range	56
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	17.48468229
Coefficient of variation (CV)	0.9365584373
Kurtosis	-1.453806079
Mean	18.66907776
Median Absolute Deviation (MAD)	16
Skewness	0.39303572
Sum	82592
Variance	305.7141148
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
1	1708	38.6%
17	872	19.7%
39	785	17.7%
43	312	7.1%
44	213	4.8%
7	139	3.1%
18	124	2.8%
42	77	1.7%
51	59	1.3%
16	38	0.9%
Other values (8)	97	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1708	38.6%
2	3	0.1%
5	16	0.4%
7	139	3.1%
10	10	0.2%
15	30	0.7%
16	38	0.9%
17	872	19.7%
18	124	2.8%
26	1	< 0.1%

Value	Count	Frequency (%)
57	1	< 0.1%
53	35	0.8%
51	59	1.3%
44	213	4.8%
43	312	7.1%
42	77	1.7%
39	785	17.7%
27	1	< 0.1%
26	1	< 0.1%
18	124	2.8%

Application order
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.727848101

Minimum	0
Maximum	9
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	5
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.313793078
Coefficient of variation (CV)	0.7603637596
Kurtosis	2.651288656
Mean	1.727848101
Median Absolute Deviation (MAD)	0
Skewness	1.881049957
Sum	7644
Variance	1.726052253
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	3026	68.4%
2	547	12.4%
3	309	7.0%
4	249	5.6%
5	154	3.5%
6	137	3.1%
9	1	< 0.1%
0	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	3026	68.4%
2	547	12.4%
3	309	7.0%
4	249	5.6%
5	154	3.5%
6	137	3.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
6	137	3.1%
5	154	3.5%
4	249	5.6%
3	309	7.0%
2	547	12.4%
1	3026	68.4%
0	1	< 0.1%

Course
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	17
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8856.642631

Minimum	33
Maximum	9991
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	33
5-th percentile	171
Q1	9085
median	9238
Q3	9556
95-th percentile	9991
Maximum	9991
Range	9958
Interquartile range (IQR)	471

Descriptive statistics

Standard deviation	2063.566416
Coefficient of variation (CV)	0.232996464
Kurtosis	13.19914907
Mean	8856.642631
Median Absolute Deviation (MAD)	262
Skewness	-3.809135181
Sum	39181787
Variance	4258306.354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
9500	766	17.3%
9147	380	8.6%
9238	355	8.0%
9085	337	7.6%
9773	331	7.5%
9670	268	6.1%
9991	268	6.1%
9254	252	5.7%
9070	226	5.1%
171	215	4.9%
Other values (7)	1026	23.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33	12	0.3%
171	215	4.9%
8014	215	4.9%
9003	210	4.7%
9070	226	5.1%
9085	337	7.6%
9119	170	3.8%
9130	141	3.2%
9147	380	8.6%
9238	355	8.0%

Value	Count	Frequency (%)
9991	268	6.1%
9853	192	4.3%
9773	331	7.5%
9670	268	6.1%
9556	86	1.9%
9500	766	17.3%
9254	252	5.7%
9238	355	8.0%
9147	380	8.6%
9130	141	3.2%

Daytime/evening attendance
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.7 KiB

1	3941
0	483

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4424
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	3941	89.1%
0	483	10.9%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
1	3941	89.1%
0	483	10.9%

Most occurring characters

Value	Count	Frequency (%)
1	3941	89.1%
0	483	10.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4424	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	3941	89.1%
0	483	10.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	4424	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	3941	89.1%
0	483	10.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4424	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	3941	89.1%
0	483	10.9%

Previous qualification
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	17
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.577757685

Minimum	1
Maximum	43
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	39
Maximum	43
Range	42
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.21659234
Coefficient of variation (CV)	2.231789676
Kurtosis	6.778166218
Mean	4.577757685
Median Absolute Deviation (MAD)	0
Skewness	2.871206778
Sum	20252
Variance	104.3787591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
1	3717	84.0%
39	219	5.0%
19	162	3.7%
3	126	2.8%
12	45	1.0%
40	40	0.9%
42	36	0.8%
2	23	0.5%
6	16	0.4%
9	11	0.2%
Other values (7)	29	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3717	84.0%
2	23	0.5%
3	126	2.8%
4	8	0.2%
5	1	< 0.1%
6	16	0.4%
9	11	0.2%
10	4	0.1%
12	45	1.0%
14	1	< 0.1%

Value	Count	Frequency (%)
43	6	0.1%
42	36	0.8%
40	40	0.9%
39	219	5.0%
38	7	0.2%
19	162	3.7%
15	2	< 0.1%
14	1	< 0.1%
12	45	1.0%
10	4	0.1%

Previous qualification (grade)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	101
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	132.6133137

Minimum	95
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	95
5-th percentile	110
Q1	125
median	133.1
Q3	140
95-th percentile	157
Maximum	190
Range	95
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	13.18833169
Coefficient of variation (CV)	0.09944952972
Kurtosis	0.9682577181
Mean	132.6133137
Median Absolute Deviation (MAD)	7.1
Skewness	0.3128674881
Sum	586681.3
Variance	173.9320927
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
133.1	491	11.1%
130	375	8.5%
140	336	7.6%
120	278	6.3%
150	162	3.7%
125	122	2.8%
135	108	2.4%
110	101	2.3%
131	99	2.2%
160	95	2.1%
Other values (91)	2257	51.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
95	1	< 0.1%
96	2	< 0.1%
97	1	< 0.1%
99	2	< 0.1%
100	76	1.7%
101	6	0.1%
102	5	0.1%
103	3	0.1%
105	4	0.1%
106	10	0.2%

Value	Count	Frequency (%)
190	2	< 0.1%
188	1	< 0.1%
184.4	1	< 0.1%
182	1	< 0.1%
180	9	0.2%
178	2	< 0.1%
177	2	< 0.1%
176	1	< 0.1%
175	1	< 0.1%
174	1	< 0.1%

Nacionality
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	21
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.873191682

Minimum	1
Maximum	109
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	109
Range	108
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	6.914514032
Coefficient of variation (CV)	3.691300842
Kurtosis	135.1462064
Mean	1.873191682
Median Absolute Deviation (MAD)	0
Skewness	10.70399768
Sum	8287
Variance	47.8105043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
1	4314	97.5%
41	38	0.9%
26	14	0.3%
22	13	0.3%
6	13	0.3%
24	5	0.1%
100	3	0.1%
11	3	0.1%
103	3	0.1%
21	2	< 0.1%
Other values (11)	16	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4314	97.5%
2	2	< 0.1%
6	13	0.3%
11	3	0.1%
13	1	< 0.1%
14	1	< 0.1%
17	1	< 0.1%
21	2	< 0.1%
22	13	0.3%
24	5	0.1%

Value	Count	Frequency (%)
109	1	< 0.1%
108	1	< 0.1%
105	2	< 0.1%
103	3	0.1%
101	2	< 0.1%
100	3	0.1%
62	2	< 0.1%
41	38	0.9%
32	1	< 0.1%
26	14	0.3%

Mother's qualification
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	29
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.5619349

Minimum	1
Maximum	44
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	19
Q3	37
95-th percentile	38
Maximum	44
Range	43
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	15.60318632
Coefficient of variation (CV)	0.7976300096
Kurtosis	-1.692292418
Mean	19.5619349
Median Absolute Deviation (MAD)	18
Skewness	0.001978477864
Sum	86542
Variance	243.4594234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
1	1069	24.2%
37	1009	22.8%
19	953	21.5%
38	562	12.7%
3	438	9.9%
34	130	2.9%
2	83	1.9%
4	49	1.1%
12	42	0.9%
5	21	0.5%
Other values (19)	68	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1069	24.2%
2	83	1.9%
3	438	9.9%
4	49	1.1%
5	21	0.5%
6	4	0.1%
9	8	0.2%
10	3	0.1%
11	3	0.1%
12	42	0.9%

Value	Count	Frequency (%)
44	1	< 0.1%
43	4	0.1%
42	4	0.1%
41	6	0.1%
40	9	0.2%
39	8	0.2%
38	562	12.7%
37	1009	22.8%
36	3	0.1%
35	3	0.1%

Father's qualification
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	34
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.27531646

Minimum	1
Maximum	44
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	19
Q3	37
95-th percentile	38
Maximum	44
Range	43
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	15.34310781
Coefficient of variation (CV)	0.6887941567
Kurtosis	-1.580591792
Mean	22.27531646
Median Absolute Deviation (MAD)	18
Skewness	-0.2986972192
Sum	98546
Variance	235.4109574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
37	1209	27.3%
19	968	21.9%
1	904	20.4%
38	702	15.9%
3	282	6.4%
34	112	2.5%
2	68	1.5%
4	39	0.9%
12	38	0.9%
39	20	0.5%
Other values (24)	82	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	904	20.4%
2	68	1.5%
3	282	6.4%
4	39	0.9%
5	18	0.4%
6	2	< 0.1%
9	5	0.1%
10	2	< 0.1%
11	10	0.2%
12	38	0.9%

Value	Count	Frequency (%)
44	1	< 0.1%
43	2	< 0.1%
42	1	< 0.1%
41	2	< 0.1%
40	5	0.1%
39	20	0.5%
38	702	15.9%
37	1209	27.3%
36	8	0.2%
35	2	< 0.1%

Mother's occupation
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	32
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.96089512

Minimum	0
Maximum	194
Zeros	144
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	5
Q3	9
95-th percentile	9
Maximum	194
Range	194
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	26.41825291
Coefficient of variation (CV)	2.410227689
Kurtosis	29.22614507
Mean	10.96089512
Median Absolute Deviation (MAD)	3
Skewness	5.339227055
Sum	48491
Variance	697.9240866
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
9	1577	35.6%
4	817	18.5%
5	530	12.0%
3	351	7.9%
2	318	7.2%
7	272	6.1%
0	144	3.3%
1	102	2.3%
6	91	2.1%
90	70	1.6%
Other values (22)	152	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	144	3.3%
1	102	2.3%
2	318	7.2%
3	351	7.9%
4	817	18.5%
5	530	12.0%
6	91	2.1%
7	272	6.1%
8	36	0.8%
9	1577	35.6%

Value	Count	Frequency (%)
194	11	0.2%
193	4	0.1%
192	5	0.1%
191	26	0.6%
175	5	0.1%
173	1	< 0.1%
171	1	< 0.1%
153	2	< 0.1%
152	2	< 0.1%
151	3	0.1%

Father's occupation
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	46
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.03232369

Minimum	0
Maximum	195
Zeros	128
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	7
Q3	9
95-th percentile	10
Maximum	195
Range	195
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	25.26304024
Coefficient of variation (CV)	2.289911079
Kurtosis	29.92739539
Mean	11.03232369
Median Absolute Deviation (MAD)	2
Skewness	5.395173171
Sum	48807
Variance	638.2212023
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
9	1010	22.8%
7	666	15.1%
5	516	11.7%
4	386	8.7%
3	384	8.7%
8	318	7.2%
10	266	6.0%
6	242	5.5%
2	197	4.5%
1	134	3.0%
Other values (36)	305	6.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	128	2.9%
1	134	3.0%
2	197	4.5%
3	384	8.7%
4	386	8.7%
5	516	11.7%
6	242	5.5%
7	666	15.1%
8	318	7.2%
9	1010	22.8%

Value	Count	Frequency (%)
195	1	< 0.1%
194	2	< 0.1%
193	15	0.3%
192	6	0.1%
183	3	0.1%
182	2	< 0.1%
181	3	0.1%
175	4	0.1%
174	1	< 0.1%
172	2	< 0.1%

Admission grade
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	620
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	126.9781193

Minimum	95
Maximum	190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	95
5-th percentile	103.415
Q1	117.9
median	126.1
Q3	134.8
95-th percentile	153.5
Maximum	190
Range	95
Interquartile range (IQR)	16.9

Descriptive statistics

Standard deviation	14.48200082
Coefficient of variation (CV)	0.1140511522
Kurtosis	0.6627245994
Mean	126.9781193
Median Absolute Deviation (MAD)	8.4
Skewness	0.5305998611
Sum	561751.2
Variance	209.7283477
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
130	162	3.7%
140	153	3.5%
120	145	3.3%
100	116	2.6%
150	81	1.8%
110	77	1.7%
160	43	1.0%
128.2	39	0.9%
123	26	0.6%
128	26	0.6%
Other values (610)	3556	80.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
95	11	0.2%
95.1	1	< 0.1%
95.5	2	< 0.1%
95.8	1	< 0.1%
96	7	0.2%
96.1	1	< 0.1%
96.7	1	< 0.1%
97	6	0.1%
97.2	1	< 0.1%
97.4	1	< 0.1%

Value	Count	Frequency (%)
190	3	0.1%
184.4	1	< 0.1%
184	1	< 0.1%
183.5	1	< 0.1%
180.4	1	< 0.1%
180	4	0.1%
179.6	1	< 0.1%
178.3	1	< 0.1%
178	1	< 0.1%
176.7	1	< 0.1%

Displaced
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.7 KiB

1	2426
0	1998

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4424
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	2426	54.8%
0	1998	45.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
1	2426	54.8%
0	1998	45.2%

Most occurring characters

Value	Count	Frequency (%)
1	2426	54.8%
0	1998	45.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4424	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	2426	54.8%
0	1998	45.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	4424	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	2426	54.8%
0	1998	45.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4424	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	2426	54.8%
0	1998	45.2%

Educational special needs
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.7 KiB

0	4373
1	51

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4424
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	4373	98.8%
1	51	1.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	4373	98.8%
1	51	1.2%

Most occurring characters

Value	Count	Frequency (%)
0	4373	98.8%
1	51	1.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4424	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4373	98.8%
1	51	1.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	4424	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4373	98.8%
1	51	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4424	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4373	98.8%
1	51	1.2%

Debtor
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.7 KiB

0	3921
1	503

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4424
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3921	88.6%
1	503	11.4%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	3921	88.6%
1	503	11.4%

Most occurring characters

Value	Count	Frequency (%)
0	3921	88.6%
1	503	11.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4424	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3921	88.6%
1	503	11.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	4424	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3921	88.6%
1	503	11.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4424	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3921	88.6%
1	503	11.4%

Tuition fees up to date
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.7 KiB

1	3896
0	528

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4424
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	3896	88.1%
0	528	11.9%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
1	3896	88.1%
0	528	11.9%

Most occurring characters

Value	Count	Frequency (%)
1	3896	88.1%
0	528	11.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4424	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	3896	88.1%
0	528	11.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	4424	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	3896	88.1%
0	528	11.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4424	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	3896	88.1%
0	528	11.9%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.7 KiB

0	2868
1	1556

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4424
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	2868	64.8%
1	1556	35.2%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	2868	64.8%
1	1556	35.2%

Most occurring characters

Value	Count	Frequency (%)
0	2868	64.8%
1	1556	35.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4424	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2868	64.8%
1	1556	35.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	4424	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2868	64.8%
1	1556	35.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4424	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2868	64.8%
1	1556	35.2%

Scholarship holder
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.7 KiB

0	3325
1	1099

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4424
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3325	75.2%
1	1099	24.8%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	3325	75.2%
1	1099	24.8%

Most occurring characters

Value	Count	Frequency (%)
0	3325	75.2%
1	1099	24.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4424	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3325	75.2%
1	1099	24.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	4424	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3325	75.2%
1	1099	24.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4424	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3325	75.2%
1	1099	24.8%

Age at enrollment
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	46
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.26514467

Minimum	17
Maximum	70
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	17
5-th percentile	18
Q1	19
median	20
Q3	25
95-th percentile	41
Maximum	70
Range	53
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	7.587815615
Coefficient of variation (CV)	0.3261452153
Kurtosis	4.12689183
Mean	23.26514467
Median Absolute Deviation (MAD)	2
Skewness	2.054988369
Sum	102925
Variance	57.57494581
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
18	1036	23.4%
19	911	20.6%
20	599	13.5%
21	322	7.3%
22	174	3.9%
24	131	3.0%
23	108	2.4%
26	94	2.1%
25	93	2.1%
27	91	2.1%
Other values (36)	865	19.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17	5	0.1%
18	1036	23.4%
19	911	20.6%
20	599	13.5%
21	322	7.3%
22	174	3.9%
23	108	2.4%
24	131	3.0%
25	93	2.1%
26	94	2.1%

Value	Count	Frequency (%)
70	1	< 0.1%
62	1	< 0.1%
61	1	< 0.1%
60	2	< 0.1%
59	3	0.1%
58	3	0.1%
57	2	< 0.1%
55	5	0.1%
54	7	0.2%
53	7	0.2%

International
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.7 KiB

0	4314
1	110

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	4424
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	4314	97.5%
1	110	2.5%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	4314	97.5%
1	110	2.5%

Most occurring characters

Value	Count	Frequency (%)
0	4314	97.5%
1	110	2.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4424	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4314	97.5%
1	110	2.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	4424	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4314	97.5%
1	110	2.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4424	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4314	97.5%
1	110	2.5%

Curricular units 1st sem (credited)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	21
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.7099909584

Minimum	0
Maximum	20
Zeros	3847
Zeros (%)	87.0%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6
Maximum	20
Range	20
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.360506619
Coefficient of variation (CV)	3.324699549
Kurtosis	19.2057265
Mean	0.7099909584
Median Absolute Deviation (MAD)	0
Skewness	4.169048768
Sum	3141
Variance	5.571991499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	3847	87.0%
2	94	2.1%
1	85	1.9%
3	69	1.6%
6	51	1.2%
4	47	1.1%
7	41	0.9%
5	41	0.9%
8	31	0.7%
9	27	0.6%
Other values (11)	91	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3847	87.0%
1	85	1.9%
2	94	2.1%
3	69	1.6%
4	47	1.1%
5	41	0.9%
6	51	1.2%
7	41	0.9%
8	31	0.7%
9	27	0.6%

Value	Count	Frequency (%)
20	2	< 0.1%
19	2	< 0.1%
18	4	0.1%
17	3	0.1%
16	3	0.1%
15	5	0.1%
14	15	0.3%
13	13	0.3%
12	12	0.3%
11	17	0.4%

Curricular units 1st sem (enrolled)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	23
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.27056962

Minimum	0
Maximum	26
Zeros	180
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	5
median	6
Q3	7
95-th percentile	11
Maximum	26
Range	26
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.480178175
Coefficient of variation (CV)	0.3955267744
Kurtosis	8.937915353
Mean	6.27056962
Median Absolute Deviation (MAD)	1
Skewness	1.619040906
Sum	27741
Variance	6.151283781
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
6	1910	43.2%
5	1010	22.8%
7	656	14.8%
8	296	6.7%
0	180	4.1%
12	66	1.5%
10	52	1.2%
11	45	1.0%
9	36	0.8%
15	25	0.6%
Other values (13)	148	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	180	4.1%
1	7	0.2%
2	9	0.2%
3	10	0.2%
4	21	0.5%
5	1010	22.8%
6	1910	43.2%
7	656	14.8%
8	296	6.7%
9	36	0.8%

Value	Count	Frequency (%)
26	1	< 0.1%
23	2	< 0.1%
21	6	0.1%
19	2	< 0.1%
18	19	0.4%
17	16	0.4%
16	13	0.3%
15	25	0.6%
14	22	0.5%
13	20	0.5%

Curricular units 1st sem (evaluations)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	35
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.299050633

Minimum	0
Maximum	45
Zeros	349
Zeros (%)	7.9%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	8
Q3	10
95-th percentile	15
Maximum	45
Range	45
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	4.179105569
Coefficient of variation (CV)	0.5035642936
Kurtosis	5.463025198
Mean	8.299050633
Median Absolute Deviation (MAD)	2
Skewness	0.9766367042
Sum	36715
Variance	17.46492336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
8	791	17.9%
7	703	15.9%
6	598	13.5%
9	402	9.1%
0	349	7.9%
10	340	7.7%
11	239	5.4%
12	223	5.0%
5	220	5.0%
13	140	3.2%
Other values (25)	419	9.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	349	7.9%
1	6	0.1%
2	8	0.2%
3	6	0.1%
4	19	0.4%
5	220	5.0%
6	598	13.5%
7	703	15.9%
8	791	17.9%
9	402	9.1%

Value	Count	Frequency (%)
45	2	< 0.1%
36	1	< 0.1%
33	1	< 0.1%
32	1	< 0.1%
31	1	< 0.1%
29	2	< 0.1%
28	1	< 0.1%
27	2	< 0.1%
26	4	0.1%
25	3	0.1%

Curricular units 1st sem (approved)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	23
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.706600362

Minimum	0
Maximum	26
Zeros	718
Zeros (%)	16.2%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	5
Q3	6
95-th percentile	9
Maximum	26
Range	26
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.09423798
Coefficient of variation (CV)	0.6574252628
Kurtosis	3.09667988
Mean	4.706600362
Median Absolute Deviation (MAD)	1
Skewness	0.7662623978
Sum	20822
Variance	9.574308675
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
6	1171	26.5%
5	723	16.3%
0	718	16.2%
7	471	10.6%
4	433	9.8%
3	269	6.1%
2	160	3.6%
1	127	2.9%
8	108	2.4%
11	49	1.1%
Other values (13)	195	4.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	718	16.2%
1	127	2.9%
2	160	3.6%
3	269	6.1%
4	433	9.8%
5	723	16.3%
6	1171	26.5%
7	471	10.6%
8	108	2.4%
9	40	0.9%

Value	Count	Frequency (%)
26	1	< 0.1%
21	4	0.1%
20	3	0.1%
19	2	< 0.1%
18	15	0.3%
17	10	0.2%
16	5	0.1%
15	7	0.2%
14	14	0.3%
13	26	0.6%

Curricular units 1st sem (grade)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	797
Distinct (%)	18.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.64082158

Minimum	0
Maximum	18.875
Zeros	718
Zeros (%)	16.2%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11
median	12.28571429
Q3	13.4
95-th percentile	14.85714286
Maximum	18.875
Range	18.875
Interquartile range (IQR)	2.4

Descriptive statistics

Standard deviation	4.843663381
Coefficient of variation (CV)	0.4551963724
Kurtosis	0.9084610302
Mean	10.64082158
Median Absolute Deviation (MAD)	1.15714285
Skewness	-1.568145594
Sum	47074.99465
Variance	23.46107495
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	718	16.2%
12	205	4.6%
13	147	3.3%
11	138	3.1%
11.5	89	2.0%
14	85	1.9%
12.5	84	1.9%
10	82	1.9%
12.66666667	82	1.9%
12.33333333	82	1.9%
Other values (787)	2712	61.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	718	16.2%
9.8	1	< 0.1%
10	82	1.9%
10.16666667	1	< 0.1%
10.2	8	0.2%
10.21428571	1	< 0.1%
10.25	7	0.2%
10.28571429	1	< 0.1%
10.33333333	16	0.4%
10.36842105	1	< 0.1%

Value	Count	Frequency (%)
18.875	1	< 0.1%
18	2	< 0.1%
17.33333333	2	< 0.1%
17.125	1	< 0.1%
17.11111111	1	< 0.1%
17.00555556	1	< 0.1%
17	5	0.1%
16.9	1	< 0.1%
16.88571429	1	< 0.1%
16.85714286	1	< 0.1%

Curricular units 1st sem (without evaluations)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	11
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1376582278

Minimum	0
Maximum	12
Zeros	4130
Zeros (%)	93.4%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	12
Range	12
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6908801837
Coefficient of variation (CV)	5.018807771
Kurtosis	89.86320828
Mean	0.1376582278
Median Absolute Deviation (MAD)	0
Skewness	8.207403102
Sum	609
Variance	0.4773154283
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	4130	93.4%
1	153	3.5%
2	79	1.8%
3	23	0.5%
4	15	0.3%
6	6	0.1%
7	6	0.1%
5	5	0.1%
8	4	0.1%
12	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4130	93.4%
1	153	3.5%
2	79	1.8%
3	23	0.5%
4	15	0.3%
5	5	0.1%
6	6	0.1%
7	6	0.1%
8	4	0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
12	2	< 0.1%
10	1	< 0.1%
8	4	0.1%
7	6	0.1%
6	6	0.1%
5	5	0.1%
4	15	0.3%
3	23	0.5%
2	79	1.8%
1	153	3.5%

Curricular units 2nd sem (credited)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	19
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5418173599

Minimum	0
Maximum	19
Zeros	3894
Zeros (%)	88.0%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4
Maximum	19
Range	19
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.918546144
Coefficient of variation (CV)	3.540946241
Kurtosis	24.42726576
Mean	0.5418173599
Median Absolute Deviation (MAD)	0
Skewness	4.634819505
Sum	2397
Variance	3.680819306
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	3894	88.0%
1	107	2.4%
2	92	2.1%
4	78	1.8%
5	68	1.5%
3	49	1.1%
6	26	0.6%
11	20	0.5%
7	16	0.4%
9	15	0.3%
Other values (9)	59	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3894	88.0%
1	107	2.4%
2	92	2.1%
3	49	1.1%
4	78	1.8%
5	68	1.5%
6	26	0.6%
7	16	0.4%
8	12	0.3%
9	15	0.3%

Value	Count	Frequency (%)
19	1	< 0.1%
18	2	< 0.1%
16	2	< 0.1%
15	2	< 0.1%
14	4	0.1%
13	9	0.2%
12	14	0.3%
11	20	0.5%
10	13	0.3%
9	15	0.3%

Curricular units 2nd sem (enrolled)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	22
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.232142857

Minimum	0
Maximum	23
Zeros	180
Zeros (%)	4.1%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	5
median	6
Q3	7
95-th percentile	10
Maximum	23
Range	23
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.195950751
Coefficient of variation (CV)	0.3523588598
Kurtosis	7.134739998
Mean	6.232142857
Median Absolute Deviation (MAD)	1
Skewness	0.7881135037
Sum	27571
Variance	4.822199703
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
6	1913	43.2%
5	1054	23.8%
8	661	14.9%
7	304	6.9%
0	180	4.1%
11	60	1.4%
9	50	1.1%
10	48	1.1%
12	44	1.0%
13	37	0.8%
Other values (12)	73	1.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	180	4.1%
1	3	0.1%
2	5	0.1%
3	3	0.1%
4	17	0.4%
5	1054	23.8%
6	1913	43.2%
7	304	6.9%
8	661	14.9%
9	50	1.1%

Value	Count	Frequency (%)
23	2	< 0.1%
21	1	< 0.1%
19	3	0.1%
18	2	< 0.1%
17	12	0.3%
16	1	< 0.1%
15	2	< 0.1%
14	22	0.5%
13	37	0.8%
12	44	1.0%

Curricular units 2nd sem (evaluations)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	30
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.063291139

Minimum	0
Maximum	33
Zeros	401
Zeros (%)	9.1%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	8
Q3	10
95-th percentile	15
Maximum	33
Range	33
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.947950941
Coefficient of variation (CV)	0.4896202894
Kurtosis	2.068285878
Mean	8.063291139
Median Absolute Deviation (MAD)	2
Skewness	0.3364971772
Sum	35672
Variance	15.58631664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
8	792	17.9%
6	614	13.9%
7	563	12.7%
9	456	10.3%
0	401	9.1%
10	355	8.0%
5	288	6.5%
11	255	5.8%
12	226	5.1%
13	126	2.8%
Other values (20)	348	7.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	401	9.1%
1	3	0.1%
2	4	0.1%
3	2	< 0.1%
4	10	0.2%
5	288	6.5%
6	614	13.9%
7	563	12.7%
8	792	17.9%
9	456	10.3%

Value	Count	Frequency (%)
33	1	< 0.1%
28	1	< 0.1%
27	2	< 0.1%
26	3	0.1%
25	1	< 0.1%
24	3	0.1%
23	4	0.1%
22	10	0.2%
21	10	0.2%
20	8	0.2%

Curricular units 2nd sem (approved)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	20
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.435804702

Minimum	0
Maximum	20
Zeros	870
Zeros (%)	19.7%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	6
95-th percentile	8
Maximum	20
Range	20
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.014763902
Coefficient of variation (CV)	0.6796430648
Kurtosis	0.8450446589
Mean	4.435804702
Median Absolute Deviation (MAD)	2
Skewness	0.3062793835
Sum	19624
Variance	9.088801387
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
6	965	21.8%
0	870	19.7%
5	726	16.4%
4	414	9.4%
7	331	7.5%
8	321	7.3%
3	285	6.4%
2	198	4.5%
1	114	2.6%
11	48	1.1%
Other values (10)	152	3.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	870	19.7%
1	114	2.6%
2	198	4.5%
3	285	6.4%
4	414	9.4%
5	726	16.4%
6	965	21.8%
7	331	7.5%
8	321	7.3%
9	36	0.8%

Value	Count	Frequency (%)
20	2	< 0.1%
19	3	0.1%
18	2	< 0.1%
17	8	0.2%
16	2	< 0.1%
14	6	0.1%
13	21	0.5%
12	34	0.8%
11	48	1.1%
10	38	0.9%

Curricular units 2nd sem (grade)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	782
Distinct (%)	17.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.23020572

Minimum	0
Maximum	18.57142857
Zeros	870
Zeros (%)	19.7%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10.75
median	12.2
Q3	13.33333333
95-th percentile	14.9802619
Maximum	18.57142857
Range	18.57142857
Interquartile range (IQR)	2.58333333

Descriptive statistics

Standard deviation	5.210807955
Coefficient of variation (CV)	0.5093551485
Kurtosis	0.0665673513
Mean	10.23020572
Median Absolute Deviation (MAD)	1.2
Skewness	-1.313650168
Sum	45258.43012
Variance	27.15251954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	870	19.7%
12	170	3.8%
11	165	3.7%
13	150	3.4%
11.5	86	1.9%
12.5	84	1.9%
14	77	1.7%
10	77	1.7%
13.5	65	1.5%
12.66666667	61	1.4%
Other values (772)	2619	59.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	870	19.7%
10	77	1.7%
10.16666667	4	0.1%
10.2	4	0.1%
10.25	10	0.2%
10.33333333	19	0.4%
10.375	1	< 0.1%
10.4	8	0.2%
10.42857143	2	< 0.1%
10.44444444	2	< 0.1%

Value	Count	Frequency (%)
18.57142857	1	< 0.1%
17.71428571	1	< 0.1%
17.69230769	1	< 0.1%
17.6	2	< 0.1%
17.5875	1	< 0.1%
17.42857143	1	< 0.1%
17.16666667	1	< 0.1%
17	2	< 0.1%
16.90909091	1	< 0.1%
16.8	2	< 0.1%

Curricular units 2nd sem (without evaluations)
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	10
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1503164557

Minimum	0
Maximum	12
Zeros	4142
Zeros (%)	93.6%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	12
Range	12
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7537740685
Coefficient of variation (CV)	5.014581172
Kurtosis	66.81169195
Mean	0.1503164557
Median Absolute Deviation (MAD)	0
Skewness	7.267700851
Sum	665
Variance	0.5681753464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4142	93.6%
1	140	3.2%
2	48	1.1%
3	35	0.8%
4	21	0.5%
5	17	0.4%
6	8	0.2%
8	6	0.1%
7	5	0.1%
12	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4142	93.6%
1	140	3.2%
2	48	1.1%
3	35	0.8%
4	21	0.5%
5	17	0.4%
6	8	0.2%
7	5	0.1%
8	6	0.1%
12	2	< 0.1%

Value	Count	Frequency (%)
12	2	< 0.1%
8	6	0.1%
7	5	0.1%
6	8	0.2%
5	17	0.4%
4	21	0.5%
3	35	0.8%
2	48	1.1%
1	140	3.2%
0	4142	93.6%

Unemployment rate
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.56613924

Minimum	7.6
Maximum	16.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	34.7 KiB

Quantile statistics

Minimum	7.6
5-th percentile	7.6
Q1	9.4
median	11.1
Q3	13.9
95-th percentile	16.2
Maximum	16.2
Range	8.6
Interquartile range (IQR)	4.5

Descriptive statistics

Standard deviation	2.663850484
Coefficient of variation (CV)	0.2303145785
Kurtosis	-0.9955259057
Mean	11.56613924
Median Absolute Deviation (MAD)	1.7
Skewness	0.2120510532
Sum	51168.6
Variance	7.096099403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7.6	571	12.9%
9.4	533	12.0%
10.8	525	11.9%
12.4	445	10.1%
12.7	419	9.5%
11.1	414	9.4%
15.5	397	9.0%
13.9	390	8.8%
8.9	368	8.3%
16.2	362	8.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.6	571	12.9%
8.9	368	8.3%
9.4	533	12.0%
10.8	525	11.9%
11.1	414	9.4%
12.4	445	10.1%
12.7	419	9.5%
13.9	390	8.8%
15.5	397	9.0%
16.2	362	8.2%

Value	Count	Frequency (%)
16.2	362	8.2%
15.5	397	9.0%
13.9	390	8.8%
12.7	419	9.5%
12.4	445	10.1%
11.1	414	9.4%
10.8	525	11.9%
9.4	533	12.0%
8.9	368	8.3%
7.6	571	12.9%

Inflation rate
Real number (ℝ)

HIGH CORRELATION

Distinct	9
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.228028933

Minimum	-0.8
Maximum	3.7
Zeros	0
Zeros (%)	0.0%
Negative	923
Negative (%)	20.9%
Memory size	34.7 KiB

Quantile statistics

Minimum	-0.8
5-th percentile	-0.8
Q1	0.3
median	1.4
Q3	2.6
95-th percentile	3.7
Maximum	3.7
Range	4.5
Interquartile range (IQR)	2.3

Descriptive statistics

Standard deviation	1.382710692
Coefficient of variation (CV)	1.125959376
Kurtosis	-1.039033386
Mean	1.228028933
Median Absolute Deviation (MAD)	1.2
Skewness	0.2523753519
Sum	5432.8
Variance	1.911888856
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
1.4	893	20.2%
2.6	571	12.9%
-0.8	533	12.0%
0.5	445	10.1%
3.7	419	9.5%
0.6	414	9.4%
2.8	397	9.0%
-0.3	390	8.8%
0.3	362	8.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-0.8	533	12.0%
-0.3	390	8.8%
0.3	362	8.2%
0.5	445	10.1%
0.6	414	9.4%
1.4	893	20.2%
2.6	571	12.9%
2.8	397	9.0%
3.7	419	9.5%

Value	Count	Frequency (%)
3.7	419	9.5%
2.8	397	9.0%
2.6	571	12.9%
1.4	893	20.2%
0.6	414	9.4%
0.5	445	10.1%
0.3	362	8.2%
-0.3	390	8.8%
-0.8	533	12.0%

GDP
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00196880651

Minimum	-4.06
Maximum	3.51
Zeros	0
Zeros (%)	0.0%
Negative	1711
Negative (%)	38.7%
Memory size	34.7 KiB

Quantile statistics

Minimum	-4.06
5-th percentile	-4.06
Q1	-1.7
median	0.32
Q3	1.79
95-th percentile	3.51
Maximum	3.51
Range	7.57
Interquartile range (IQR)	3.49

Descriptive statistics

Standard deviation	2.269935441
Coefficient of variation (CV)	1152.949988
Kurtosis	-1.001653245
Mean	0.00196880651
Median Absolute Deviation (MAD)	1.47
Skewness	-0.3940682069
Sum	8.71
Variance	5.152606907
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.32	571	12.9%
-3.12	533	12.0%
1.74	525	11.9%
1.79	445	10.1%
-1.7	419	9.5%
2.02	414	9.4%
-4.06	397	9.0%
0.79	390	8.8%
3.51	368	8.3%
-0.92	362	8.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4.06	397	9.0%
-3.12	533	12.0%
-1.7	419	9.5%
-0.92	362	8.2%
0.32	571	12.9%
0.79	390	8.8%
1.74	525	11.9%
1.79	445	10.1%
2.02	414	9.4%
3.51	368	8.3%

Value	Count	Frequency (%)
3.51	368	8.3%
2.02	414	9.4%
1.79	445	10.1%
1.74	525	11.9%
0.79	390	8.8%
0.32	571	12.9%
-0.92	362	8.2%
-1.7	419	9.5%
-3.12	533	12.0%
-4.06	397	9.0%

Target
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	34.7 KiB

Graduate	2209
Dropout	1421
Enrolled	794

Length

Max length	8
Median length	8
Mean length	7.678797468
Min length	7

Characters and Unicode

Total characters	33971
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Dropout
2nd row	Graduate
3rd row	Dropout
4th row	Graduate
5th row	Graduate

Common Values

Value	Count	Frequency (%)
Graduate	2209	49.9%
Dropout	1421	32.1%
Enrolled	794	17.9%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
graduate	2209	49.9%
dropout	1421	32.1%
enrolled	794	17.9%

Most occurring characters

Value	Count	Frequency (%)
r	4424	13.0%
a	4418	13.0%
o	3636	10.7%
u	3630	10.7%
t	3630	10.7%
d	3003	8.8%
e	3003	8.8%
G	2209	6.5%
l	1588	4.7%
D	1421	4.2%
Other values (3)	3009	8.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	29547	87.0%
Uppercase Letter	4424	13.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	4424	15.0%
a	4418	15.0%
o	3636	12.3%
u	3630	12.3%
t	3630	12.3%
d	3003	10.2%
e	3003	10.2%
l	1588	5.4%
p	1421	4.8%
n	794	2.7%

Uppercase Letter

Value	Count	Frequency (%)
G	2209	49.9%
D	1421	32.1%
E	794	17.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	33971	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	4424	13.0%
a	4418	13.0%
o	3636	10.7%
u	3630	10.7%
t	3630	10.7%
d	3003	8.8%
e	3003	8.8%
G	2209	6.5%
l	1588	4.7%
D	1421	4.2%
Other values (3)	3009	8.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	33971	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	4424	13.0%
a	4418	13.0%
o	3636	10.7%
u	3630	10.7%
t	3630	10.7%
d	3003	8.8%
e	3003	8.8%
G	2209	6.5%
l	1588	4.7%
D	1421	4.2%
Other values (3)	3009	8.9%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Marital status	Application mode	Application order	Course	Daytime/evening attendance	Previous qualification	Previous qualification (grade)	Nacionality	Mother's qualification	Father's qualification	Mother's occupation	Father's occupation	Admission grade	Displaced	Debtor	Tuition fees up to date	Gender	Scholarship holder	Age at enrollment	International	Curricular units 1st sem (enrolled)	Curricular units 1st sem (evaluations)	Curricular units 1st sem (approved)	Curricular units 1st sem (grade)	Curricular units 2nd sem (enrolled)	Curricular units 2nd sem (evaluations)	Curricular units 2nd sem (approved)	Curricular units 2nd sem (grade)	Curricular units 2nd sem (without evaluations)	Unemployment rate	Inflation rate	GDP	Target
0	1	17	5	171	1	1	122.0	1	19	12	5	9	127.3	1	0	1	1	0	20	0	0	0	0	0.000000	0	0	0	0.000000	0	10.8	1.4	1.74	Dropout
1	1	15	1	9254	1	1	160.0	1	1	3	3	3	142.5	1	0	0	1	0	19	0	6	6	6	14.000000	6	6	6	13.666667	0	13.9	-0.3	0.79	Graduate
2	1	1	5	9070	1	1	122.0	1	37	37	9	9	124.8	1	0	0	1	0	19	0	6	0	0	0.000000	6	0	0	0.000000	0	10.8	1.4	1.74	Dropout
3	1	17	2	9773	1	1	122.0	1	38	37	5	3	119.6	1	0	1	0	0	20	0	6	8	6	13.428571	6	10	5	12.400000	0	9.4	-0.8	-3.12	Graduate
4	2	39	1	8014	0	1	100.0	1	37	38	9	9	141.5	0	0	1	0	0	45	0	6	9	5	12.333333	6	6	6	13.000000	0	13.9	-0.3	0.79	Graduate
5	2	39	1	9991	0	19	133.1	1	37	37	9	7	114.8	0	1	1	1	0	50	0	5	10	5	11.857143	5	17	5	11.500000	5	16.2	0.3	-0.92	Graduate
6	1	1	1	9500	1	1	142.0	1	19	38	7	10	128.4	1	0	1	0	1	18	0	7	9	7	13.300000	8	8	8	14.345000	0	15.5	2.8	-4.06	Graduate
7	1	18	4	9254	1	1	119.0	1	37	37	9	9	113.1	1	0	0	1	0	22	0	5	5	0	0.000000	5	5	0	0.000000	0	15.5	2.8	-4.06	Dropout
8	1	1	3	9238	1	1	137.0	62	1	1	9	9	129.3	0	0	1	0	1	21	1	6	8	6	13.875000	6	7	6	14.142857	0	16.2	0.3	-0.92	Graduate
9	1	1	1	9238	1	1	138.0	1	1	19	4	7	123.0	1	1	0	0	0	18	0	6	9	5	11.400000	6	14	2	13.500000	0	8.9	1.4	3.51	Dropout

Last rows

	Marital status	Application mode	Application order	Course	Daytime/evening attendance	Previous qualification	Previous qualification (grade)	Nacionality	Mother's qualification	Father's qualification	Mother's occupation	Father's occupation	Admission grade	Displaced	Debtor	Tuition fees up to date	Gender	Scholarship holder	Age at enrollment	International	Curricular units 1st sem (credited)	Curricular units 1st sem (enrolled)	Curricular units 1st sem (evaluations)	Curricular units 1st sem (approved)	Curricular units 1st sem (grade)	Curricular units 1st sem (without evaluations)	Curricular units 2nd sem (credited)	Curricular units 2nd sem (enrolled)	Curricular units 2nd sem (evaluations)	Curricular units 2nd sem (approved)	Curricular units 2nd sem (grade)	Curricular units 2nd sem (without evaluations)	Unemployment rate	Inflation rate	GDP	Target
4414	1	1	1	9130	1	1	137.0	1	3	38	3	5	129.3	1	0	1	0	0	18	0	0	5	6	5	11.800000	1	0	5	8	5	11.600000	0	9.4	-0.8	-3.12	Graduate
4415	4	39	1	9500	1	19	133.1	1	37	37	6	6	117.8	0	1	0	0	0	46	0	0	7	14	3	12.333333	0	0	7	12	3	11.083333	0	11.1	0.6	2.02	Dropout
4416	1	43	2	9500	1	1	136.0	1	38	38	9	5	131.3	0	0	1	0	0	23	0	11	14	15	12	12.625000	1	11	14	15	12	12.625000	1	7.6	2.6	0.32	Graduate
4417	1	1	1	9070	1	1	132.0	1	1	1	9	9	133.8	1	0	1	0	1	20	0	0	6	6	6	13.833333	0	0	6	6	6	13.500000	0	16.2	0.3	-0.92	Graduate
4418	1	44	1	9070	1	39	120.0	1	3	38	3	9	120.0	0	0	1	1	0	20	0	2	7	7	6	12.500000	0	5	9	10	7	13.142857	1	16.2	0.3	-0.92	Graduate
4419	1	1	6	9773	1	1	125.0	1	1	1	5	4	122.2	0	0	1	1	0	19	0	0	6	7	5	13.600000	0	0	6	8	5	12.666667	0	15.5	2.8	-4.06	Graduate
4420	1	1	2	9773	1	1	120.0	105	1	1	9	9	119.0	1	1	0	0	0	18	1	0	6	6	6	12.000000	0	0	6	6	2	11.000000	0	11.1	0.6	2.02	Dropout
4421	1	1	1	9500	1	1	154.0	1	37	37	9	9	149.5	1	0	1	0	1	30	0	0	7	8	7	14.912500	0	0	8	9	1	13.500000	0	13.9	-0.3	0.79	Dropout
4422	1	1	1	9147	1	1	180.0	1	37	37	7	4	153.8	1	0	1	0	1	20	0	0	5	5	5	13.800000	0	0	5	6	5	12.000000	0	9.4	-0.8	-3.12	Graduate
4423	1	10	1	9773	1	1	152.0	22	38	37	5	9	152.0	1	0	1	0	0	22	1	0	6	8	6	11.666667	0	0	6	6	6	13.000000	0	12.7	3.7	-1.70	Graduate

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII